The Banks' Data Exploratory Report

Dataset statistics

Number of variables	30
Number of observations	3216
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	2
Duplicate rows (%)	0.1%
Total size in memory	778.9 KiB
Average record size in memory	248.0 B

Variable types

Numeric	30

Alerts

Dataset has 2 (0.1%) duplicate rows	Duplicates
`B.A.C...C.l.o.s.e` is highly overall correlated with `B.A.C...H.i.g.h` and 24 other fields	High correlation
`B.A.C...H.i.g.h` is highly overall correlated with `B.A.C...C.l.o.s.e` and 23 other fields	High correlation
`B.A.C...L.o.w` is highly overall correlated with `B.A.C...C.l.o.s.e` and 24 other fields	High correlation
`B.A.C...O.p.e.n` is highly overall correlated with `B.A.C...C.l.o.s.e` and 23 other fields	High correlation
`B.A.C...V.o.l.u.m.e` is highly overall correlated with `B.A.C...C.l.o.s.e` and 21 other fields	High correlation
`C...C.l.o.s.e` is highly overall correlated with `B.A.C...C.l.o.s.e` and 22 other fields	High correlation
`C...H.i.g.h` is highly overall correlated with `B.A.C...C.l.o.s.e` and 22 other fields	High correlation
`C...L.o.w` is highly overall correlated with `B.A.C...C.l.o.s.e` and 22 other fields	High correlation
`C...O.p.e.n` is highly overall correlated with `B.A.C...C.l.o.s.e` and 22 other fields	High correlation
`C...V.o.l.u.m.e` is highly overall correlated with `B.A.C...C.l.o.s.e` and 12 other fields	High correlation
`G.S...C.l.o.s.e` is highly overall correlated with `B.A.C...C.l.o.s.e` and 24 other fields	High correlation
`G.S...H.i.g.h` is highly overall correlated with `B.A.C...C.l.o.s.e` and 24 other fields	High correlation
`G.S...L.o.w` is highly overall correlated with `B.A.C...C.l.o.s.e` and 24 other fields	High correlation
`G.S...O.p.e.n` is highly overall correlated with `B.A.C...C.l.o.s.e` and 24 other fields	High correlation
`G.S...V.o.l.u.m.e` is highly overall correlated with `J.P.M...V.o.l.u.m.e` and 2 other fields	High correlation
`J.P.M...C.l.o.s.e` is highly overall correlated with `B.A.C...C.l.o.s.e` and 24 other fields	High correlation
`J.P.M...H.i.g.h` is highly overall correlated with `B.A.C...C.l.o.s.e` and 24 other fields	High correlation
`J.P.M...L.o.w` is highly overall correlated with `B.A.C...C.l.o.s.e` and 24 other fields	High correlation
`J.P.M...O.p.e.n` is highly overall correlated with `B.A.C...C.l.o.s.e` and 24 other fields	High correlation
`J.P.M...V.o.l.u.m.e` is highly overall correlated with `B.A.C...C.l.o.s.e` and 17 other fields	High correlation
`M.S...C.l.o.s.e` is highly overall correlated with `B.A.C...C.l.o.s.e` and 23 other fields	High correlation
`M.S...H.i.g.h` is highly overall correlated with `B.A.C...C.l.o.s.e` and 23 other fields	High correlation
`M.S...L.o.w` is highly overall correlated with `B.A.C...C.l.o.s.e` and 23 other fields	High correlation
`M.S...O.p.e.n` is highly overall correlated with `B.A.C...C.l.o.s.e` and 23 other fields	High correlation
`M.S...V.o.l.u.m.e` is highly overall correlated with `G.S...V.o.l.u.m.e` and 2 other fields	High correlation
`W.F.C...C.l.o.s.e` is highly overall correlated with `B.A.C...C.l.o.s.e` and 25 other fields	High correlation
`W.F.C...H.i.g.h` is highly overall correlated with `B.A.C...C.l.o.s.e` and 25 other fields	High correlation
`W.F.C...L.o.w` is highly overall correlated with `B.A.C...C.l.o.s.e` and 25 other fields	High correlation
`W.F.C...O.p.e.n` is highly overall correlated with `B.A.C...C.l.o.s.e` and 25 other fields	High correlation
`W.F.C...V.o.l.u.m.e` is highly overall correlated with `B.A.C...V.o.l.u.m.e` and 7 other fields	High correlation
`B.A.C...V.o.l.u.m.e` has 116 (3.6%) zeros	Zeros
`C...V.o.l.u.m.e` has 115 (3.6%) zeros	Zeros
`G.S...V.o.l.u.m.e` has 114 (3.5%) zeros	Zeros
`J.P.M...V.o.l.u.m.e` has 114 (3.5%) zeros	Zeros
`M.S...V.o.l.u.m.e` has 114 (3.5%) zeros	Zeros
`W.F.C...V.o.l.u.m.e` has 114 (3.5%) zeros	Zeros

Reproduction

Analysis started	2022-12-05 03:47:12.614531
Analysis finished	2022-12-05 03:51:55.105831
Duration	4 minutes and 42.49 seconds
Software version	pandas-profiling vv3.5.0
Download configuration	config.json

B.A.C...C.l.o.s.e
Real number (ℝ)

Distinct	1844
Distinct (%)	57.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.076423

Minimum	3.14
Maximum	54.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.2 KiB

Quantile statistics

Minimum	3.14
5-th percentile	7.1375
Q1	13.19
median	16.19
Q3	28.1175
95-th percentile	51.545
Maximum	54.9
Range	51.76
Interquartile range (IQR)	14.9275

Descriptive statistics

Standard deviation	14.058556
Coefficient of variation (CV)	0.63681314
Kurtosis	-0.10880564
Mean	22.076423
Median Absolute Deviation (MAD)	4.94
Skewness	1.1055012
Sum	70997.776
Variance	197.643
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15.25	9	0.3%
16.09	8	0.2%
15.65	8	0.2%
16.35	8	0.2%
15.52	8	0.2%
17.01	8	0.2%
13.27	8	0.2%
15.2	7	0.2%
17.47	7	0.2%
16.72	7	0.2%
Other values (1834)	3138	97.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.14	1	< 0.1%
3.17	1	< 0.1%
3.59	1	< 0.1%
3.63	1	< 0.1%
3.65	1	< 0.1%
3.75	1	< 0.1%
3.79	1	< 0.1%
3.91	1	< 0.1%
3.93	1	< 0.1%
3.95	1	< 0.1%

Value	Count	Frequency (%)
54.9	2	0.1%
54.85	1	< 0.1%
54.83	1	< 0.1%
54.82	1	< 0.1%
54.77	1	< 0.1%
54.72	1	< 0.1%
54.69	1	< 0.1%
54.63	3	0.1%
54.61	1	< 0.1%
54.56	1	< 0.1%

B.A.C...H.i.g.h
Real number (ℝ)

Distinct	1896
Distinct (%)	59.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.356506

Minimum	3.51
Maximum	55.08
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.2 KiB

Quantile statistics

Minimum	3.51
5-th percentile	7.32
Q1	13.38735
median	16.3725
Q3	28.97
95-th percentile	51.9
Maximum	55.08
Range	51.57
Interquartile range (IQR)	15.58265

Descriptive statistics

Standard deviation	14.148588
Coefficient of variation (CV)	0.63286225
Kurtosis	-0.14654596
Mean	22.356506
Median Absolute Deviation (MAD)	5.0125
Skewness	1.0952346
Sum	71898.522
Variance	200.18255
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14.7	9	0.3%
16.73	9	0.3%
51.25	8	0.2%
14.69	8	0.2%
17.3	8	0.2%
14.47	8	0.2%
15.65	8	0.2%
17.15	8	0.2%
16.75	8	0.2%
17.31	7	0.2%
Other values (1886)	3135	97.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.51	1	< 0.1%
3.54	1	< 0.1%
3.77	1	< 0.1%
3.92	1	< 0.1%
4.03	1	< 0.1%
4.08	1	< 0.1%
4.09	1	< 0.1%
4.48	1	< 0.1%
4.68	1	< 0.1%
4.75	1	< 0.1%

Value	Count	Frequency (%)
55.08	1	< 0.1%
55.05	2	0.1%
55	1	< 0.1%
54.99	1	< 0.1%
54.98	1	< 0.1%
54.93	1	< 0.1%
54.92	2	0.1%
54.87	1	< 0.1%
54.85	1	< 0.1%
54.8	1	< 0.1%

B.A.C...L.o.w
Real number (ℝ)

Distinct	1909
Distinct (%)	59.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.809071

Minimum	2.53
Maximum	54.82
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.2 KiB

Quantile statistics

Minimum	2.53
5-th percentile	6.9675
Q1	13
median	16.01
Q3	27.635
95-th percentile	51.2
Maximum	54.82
Range	52.29
Interquartile range (IQR)	14.635

Descriptive statistics

Standard deviation	13.956123
Coefficient of variation (CV)	0.63992284
Kurtosis	-0.07637003
Mean	21.809071
Median Absolute Deviation (MAD)	4.925
Skewness	1.1137479
Sum	70137.973
Variance	194.77336
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15.5	12	0.4%
15.9	11	0.3%
15.15	10	0.3%
15.2	10	0.3%
15.25	9	0.3%
15.4	8	0.2%
15.43	8	0.2%
14.45	7	0.2%
15.38	7	0.2%
7.95	7	0.2%
Other values (1899)	3127	97.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.53	1	< 0.1%
3	1	< 0.1%
3.12	1	< 0.1%
3.2	1	< 0.1%
3.27	1	< 0.1%
3.38	1	< 0.1%
3.57	1	< 0.1%
3.77	1	< 0.1%
3.82	1	< 0.1%
3.86	2	0.1%

Value	Count	Frequency (%)
54.82	1	< 0.1%
54.72	1	< 0.1%
54.59	1	< 0.1%
54.51	1	< 0.1%
54.46	1	< 0.1%
54.42	2	0.1%
54.38	1	< 0.1%
54.33	1	< 0.1%
54.28	1	< 0.1%
54.27	2	0.1%

B.A.C...O.p.e.n
Real number (ℝ)

Distinct	1921
Distinct (%)	59.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.097833

Minimum	3.22
Maximum	55.04
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.2 KiB

Quantile statistics

Minimum	3.22
5-th percentile	7.145
Q1	13.21375
median	16.2
Q3	28.235
95-th percentile	51.6
Maximum	55.04
Range	51.82
Interquartile range (IQR)	15.02125

Descriptive statistics

Standard deviation	14.057045
Coefficient of variation (CV)	0.63612777
Kurtosis	-0.11152572
Mean	22.097833
Median Absolute Deviation (MAD)	4.97925
Skewness	1.1046689
Sum	71066.632
Variance	197.60053
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17.16	9	0.3%
15.26	9	0.3%
15.45	8	0.2%
15.59	8	0.2%
15.72	8	0.2%
15.55	7	0.2%
16.21	7	0.2%
15.6	7	0.2%
17.08	7	0.2%
16	7	0.2%
Other values (1911)	3139	97.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.22	1	< 0.1%
3.29	1	< 0.1%
3.38	1	< 0.1%
3.4	1	< 0.1%
3.61	2	0.1%
3.95	1	< 0.1%
4.03	1	< 0.1%
4.06	1	< 0.1%
4.25	1	< 0.1%
4.29	1	< 0.1%

Value	Count	Frequency (%)
55.04	1	< 0.1%
55	1	< 0.1%
54.85	2	0.1%
54.77	1	< 0.1%
54.73	1	< 0.1%
54.68	2	0.1%
54.57	1	< 0.1%
54.56	2	0.1%
54.55	2	0.1%
54.52	1	< 0.1%

B.A.C...V.o.l.u.m.e
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	3100
Distinct (%)	96.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2059824 × 10⁸

Minimum	0
Maximum	1.2267913 × 10⁹
Zeros	116
Zeros (%)	3.6%
Negative	0
Negative (%)	0.0%
Memory size	50.2 KiB

Quantile statistics

Minimum	0
5-th percentile	8938725
Q1	50354630
median	90325679
Q3	1.5590082 × 10⁸
95-th percentile	3.3793771 × 10⁸
Maximum	1.2267913 × 10⁹
Range	1.2267913 × 10⁹
Interquartile range (IQR)	1.0554619 × 10⁸

Descriptive statistics

Standard deviation	1.1713274 × 10⁸
Coefficient of variation (CV)	0.97126404
Kurtosis	10.880375
Mean	1.2059824 × 10⁸
Median Absolute Deviation (MAD)	50764484
Skewness	2.5658027
Sum	3.8784395 × 10¹¹
Variance	1.3720078 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	116	3.6%
8219900	2	0.1%
62115774	1	< 0.1%
67402402	1	< 0.1%
105006477	1	< 0.1%
167048671	1	< 0.1%
156026291	1	< 0.1%
118499989	1	< 0.1%
98348557	1	< 0.1%
97573715	1	< 0.1%
Other values (3090)	3090	96.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	116	3.6%
4836000	1	< 0.1%
5656300	1	< 0.1%
6660400	1	< 0.1%
6842500	1	< 0.1%
7139600	1	< 0.1%
7166200	1	< 0.1%
7187500	1	< 0.1%
7215400	1	< 0.1%
7223300	1	< 0.1%

Value	Count	Frequency (%)
1226791285	1	< 0.1%
1073205530	1	< 0.1%
1019128267	1	< 0.1%
919135918	1	< 0.1%
918050913	1	< 0.1%
859643322	1	< 0.1%
859568500	1	< 0.1%
832048986	1	< 0.1%
793762218	1	< 0.1%
744720696	1	< 0.1%

C...C.l.o.s.e
Real number (ℝ)

Distinct	2236
Distinct (%)	69.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	129.12019

Minimum	10.2
Maximum	564.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.2 KiB

Quantile statistics

Minimum	10.2
5-th percentile	28.17
Q1	41.1975
median	50.365
Q3	75.4925
95-th percentile	506.95
Maximum	564.1
Range	553.9
Interquartile range (IQR)	34.295

Descriptive statistics

Standard deviation	163.65657
Coefficient of variation (CV)	1.2674747
Kurtosis	1.0925717
Mean	129.12019
Median Absolute Deviation (MAD)	12.365
Skewness	1.673017
Sum	415250.53
Variance	26783.473
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
41.8	12	0.4%
44.2	9	0.3%
40.6	9	0.3%
41.7	8	0.2%
44.5	8	0.2%
44.3	8	0.2%
34	7	0.2%
47	7	0.2%
39.1	7	0.2%
45.2	7	0.2%
Other values (2226)	3134	97.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10.2	1	< 0.1%
10.3	1	< 0.1%
10.5	1	< 0.1%
11.3	1	< 0.1%
12	1	< 0.1%
12.2	1	< 0.1%
14.5	1	< 0.1%
15	1	< 0.1%
15.4	1	< 0.1%
16.7	1	< 0.1%

Value	Count	Frequency (%)
564.1	1	< 0.1%
558.8	1	< 0.1%
557	3	0.1%
554.4	1	< 0.1%
552.5	1	< 0.1%
552.3	1	< 0.1%
552	1	< 0.1%
551.9	1	< 0.1%
551.6	1	< 0.1%
551.3	1	< 0.1%

C...H.i.g.h
Real number (ℝ)

Distinct	2275
Distinct (%)	70.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	130.84961

Minimum	10.7
Maximum	570
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.2 KiB

Quantile statistics

Minimum	10.7
5-th percentile	28.9975
Q1	41.8
median	50.905
Q3	76.291225
95-th percentile	509.5
Maximum	570
Range	559.3
Interquartile range (IQR)	34.491225

Descriptive statistics

Standard deviation	165.13179
Coefficient of variation (CV)	1.2619968
Kurtosis	1.0516396
Mean	130.84961
Median Absolute Deviation (MAD)	12.035
Skewness	1.6607558
Sum	420812.33
Variance	27268.508
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
47.5	10	0.3%
44.8	10	0.3%
41.9	10	0.3%
41.6	8	0.2%
40.3	8	0.2%
41.5	8	0.2%
42.4	8	0.2%
49	7	0.2%
48	7	0.2%
41.7	7	0.2%
Other values (2265)	3133	97.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10.7	1	< 0.1%
10.8	1	< 0.1%
11.1	1	< 0.1%
13.1	1	< 0.1%
13.9	1	< 0.1%
14.5	1	< 0.1%
16	1	< 0.1%
16.7	1	< 0.1%
17.2	1	< 0.1%
18.9	1	< 0.1%

Value	Count	Frequency (%)
570	1	< 0.1%
566.7	1	< 0.1%
562.8	1	< 0.1%
561.5	1	< 0.1%
560.9	3	0.1%
556.1	1	< 0.1%
555.5	1	< 0.1%
555.3	2	0.1%
555.2	1	< 0.1%
555	1	< 0.1%

C...L.o.w
Real number (ℝ)

Distinct	2285
Distinct (%)	71.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	127.59742

Minimum	9.7
Maximum	555.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.2 KiB

Quantile statistics

Minimum	9.7
5-th percentile	27.545
Q1	40.66625
median	49.925
Q3	74.66
95-th percentile	503.2
Maximum	555.5
Range	545.8
Interquartile range (IQR)	33.99375

Descriptive statistics

Standard deviation	162.30693
Coefficient of variation (CV)	1.2720236
Kurtosis	1.1214089
Mean	127.59742
Median Absolute Deviation (MAD)	12.4995
Skewness	1.681876
Sum	410353.3
Variance	26343.539
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39	10	0.3%
41.5	9	0.3%
43.9	8	0.2%
38.5	8	0.2%
41.4	8	0.2%
39.1	8	0.2%
39.4	8	0.2%
37.1	7	0.2%
41.6	7	0.2%
47.6	7	0.2%
Other values (2275)	3136	97.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.7	1	< 0.1%
9.9	1	< 0.1%
10	1	< 0.1%
10.5	1	< 0.1%
11.1	1	< 0.1%
11.5	1	< 0.1%
12.1	1	< 0.1%
14	1	< 0.1%
14.6	1	< 0.1%
14.8	1	< 0.1%

Value	Count	Frequency (%)
555.5	4	0.1%
551.2	1	< 0.1%
549.4	1	< 0.1%
548.5	1	< 0.1%
547.8	1	< 0.1%
547.4	3	0.1%
547.2	3	0.1%
546.6	1	< 0.1%
546.5	1	< 0.1%
546.2	1	< 0.1%

C...O.p.e.n
Real number (ℝ)

Distinct	2232
Distinct (%)	69.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	129.3424

Minimum	10.2
Maximum	566
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.2 KiB

Quantile statistics

Minimum	10.2
5-th percentile	28.3875
Q1	41.375
median	50.425
Q3	75.71
95-th percentile	506.425
Maximum	566
Range	555.8
Interquartile range (IQR)	34.335

Descriptive statistics

Standard deviation	163.79606
Coefficient of variation (CV)	1.2663756
Kurtosis	1.0837718
Mean	129.3424
Median Absolute Deviation (MAD)	12.145
Skewness	1.6705788
Sum	415965.15
Variance	26829.148
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
44.6	9	0.3%
39.5	8	0.2%
42.3	8	0.2%
41.3	8	0.2%
41.4	8	0.2%
33.9	8	0.2%
48.5	8	0.2%
40.8	8	0.2%
41	8	0.2%
39.6	7	0.2%
Other values (2222)	3136	97.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10.2	1	< 0.1%
10.6	1	< 0.1%
11	1	< 0.1%
12.4	1	< 0.1%
13	1	< 0.1%
13.2	1	< 0.1%
15	1	< 0.1%
15.4	1	< 0.1%
15.6	1	< 0.1%
16.7	1	< 0.1%

Value	Count	Frequency (%)
566	1	< 0.1%
558.5	3	0.1%
556.6	1	< 0.1%
554.2	1	< 0.1%
552.5	1	< 0.1%
552.4	1	< 0.1%
551.8	1	< 0.1%
551.7	2	0.1%
551.3	2	0.1%
551.2	3	0.1%

C...V.o.l.u.m.e
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	3102
Distinct (%)	96.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25545399

Minimum	0
Maximum	3.7726384 × 10⁸
Zeros	115
Zeros (%)	3.6%
Negative	0
Negative (%)	0.0%
Memory size	50.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1050812.5
Q1	10739833
median	19097090
Q3	33712730
95-th percentile	70026529
Maximum	3.7726384 × 10⁸
Range	3.7726384 × 10⁸
Interquartile range (IQR)	22972898

Descriptive statistics

Standard deviation	25145736
Coefficient of variation (CV)	0.98435481
Kurtosis	21.36891
Mean	25545399
Median Absolute Deviation (MAD)	11204244
Skewness	3.0606571
Sum	8.2154003 × 10¹⁰
Variance	6.3230806 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	115	3.6%
32540249	1	< 0.1%
26135925	1	< 0.1%
18929683	1	< 0.1%
19517186	1	< 0.1%
30308826	1	< 0.1%
33885644	1	< 0.1%
38406929	1	< 0.1%
21170311	1	< 0.1%
17486616	1	< 0.1%
Other values (3092)	3092	96.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	115	3.6%
373	1	< 0.1%
22134	1	< 0.1%
632860	1	< 0.1%
725510	1	< 0.1%
736780	1	< 0.1%
742970	1	< 0.1%
765290	1	< 0.1%
776270	1	< 0.1%
778310	1	< 0.1%

Value	Count	Frequency (%)
377263842	1	< 0.1%
281369715	1	< 0.1%
244936811	1	< 0.1%
189292676	1	< 0.1%
186419422	1	< 0.1%
186415907	1	< 0.1%
186006678	1	< 0.1%
170724581	1	< 0.1%
153653670	1	< 0.1%
145425657	1	< 0.1%

G.S...C.l.o.s.e
Real number (ℝ)

Distinct	2750
Distinct (%)	85.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	168.0542

Minimum	52
Maximum	273.38
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.2 KiB

Quantile statistics

Minimum	52
5-th percentile	95.645
Q1	145.555
median	165.11
Q3	191.82
95-th percentile	241.71
Maximum	273.38
Range	221.38
Interquartile range (IQR)	46.265

Descriptive statistics

Standard deviation	41.690002
Coefficient of variation (CV)	0.24807474
Kurtosis	-0.18814987
Mean	168.0542
Median Absolute Deviation (MAD)	23.3
Skewness	0.06398155
Sum	540462.31
Variance	1738.0563
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
163.97	5	0.2%
180.23	4	0.1%
159.53	4	0.1%
148.25	4	0.1%
225.12	3	0.1%
169.73	3	0.1%
174.9	3	0.1%
119.44	3	0.1%
150.43	3	0.1%
152.2	3	0.1%
Other values (2740)	3181	98.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
52	1	< 0.1%
53.31	1	< 0.1%
55.18	1	< 0.1%
59.2	1	< 0.1%
62.03	1	< 0.1%
62.49	1	< 0.1%
65	1	< 0.1%
65.76	1	< 0.1%
66.46	1	< 0.1%
66.73	1	< 0.1%

Value	Count	Frequency (%)
273.38	1	< 0.1%
272.48	1	< 0.1%
272.23	1	< 0.1%
271.26	1	< 0.1%
270.77	1	< 0.1%
269.03	1	< 0.1%
268.94	1	< 0.1%
268.53	1	< 0.1%
268.14	1	< 0.1%
267.93	1	< 0.1%

G.S...H.i.g.h
Real number (ℝ)

Distinct	2747
Distinct (%)	85.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	169.97448

Minimum	54.54
Maximum	275.31
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.2 KiB

Quantile statistics

Minimum	54.54
5-th percentile	97.5
Q1	147.4075
median	166.645
Q3	193.5025
95-th percentile	243.67
Maximum	275.31
Range	220.77
Interquartile range (IQR)	46.095

Descriptive statistics

Standard deviation	41.790752
Coefficient of variation (CV)	0.24586486
Kurtosis	-0.20248484
Mean	169.97448
Median Absolute Deviation (MAD)	23.265
Skewness	0.087191276
Sum	546637.92
Variance	1746.4669
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
178	5	0.2%
159.7	5	0.2%
165	5	0.2%
167.8	5	0.2%
160	5	0.2%
170	4	0.1%
162	4	0.1%
157.25	4	0.1%
169.99	4	0.1%
152	4	0.1%
Other values (2737)	3171	98.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
54.54	1	< 0.1%
57.54	1	< 0.1%
63.45	1	< 0.1%
65.5	1	< 0.1%
66.33	1	< 0.1%
67	1	< 0.1%
68.31	1	< 0.1%
69.87	1	< 0.1%
70	1	< 0.1%
70.1	2	0.1%

Value	Count	Frequency (%)
275.31	1	< 0.1%
275.03	1	< 0.1%
273.79	1	< 0.1%
273.12	1	< 0.1%
272.59	1	< 0.1%
272	1	< 0.1%
271.78	1	< 0.1%
271.75	1	< 0.1%
271.09	1	< 0.1%
270.78	1	< 0.1%

G.S...L.o.w
Real number (ℝ)

Distinct	2761
Distinct (%)	85.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	166.04733

Minimum	47.41
Maximum	270.77
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.2 KiB

Quantile statistics

Minimum	47.41
5-th percentile	93.7375
Q1	143.925
median	163.37
Q3	189.79352
95-th percentile	240
Maximum	270.77
Range	223.36
Interquartile range (IQR)	45.868525

Descriptive statistics

Standard deviation	41.669183
Coefficient of variation (CV)	0.25094762
Kurtosis	-0.16250723
Mean	166.04733
Median Absolute Deviation (MAD)	23.175
Skewness	0.038253795
Sum	534008.22
Variance	1736.3208
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
157	7	0.2%
178.5	5	0.2%
198	4	0.1%
184.6	4	0.1%
144.06	4	0.1%
158	4	0.1%
151.5	4	0.1%
157.5	4	0.1%
175.57	4	0.1%
159.28	4	0.1%
Other values (2751)	3172	98.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
47.41	1	< 0.1%
49	1	< 0.1%
54.54	1	< 0.1%
55.27	1	< 0.1%
59.13	1	< 0.1%
60.22	1	< 0.1%
60.56	1	< 0.1%
61.02	1	< 0.1%
61.75	1	< 0.1%
62.12	1	< 0.1%

Value	Count	Frequency (%)
270.77	1	< 0.1%
268.81	1	< 0.1%
267.93	1	< 0.1%
267.62	1	< 0.1%
267.44	1	< 0.1%
267.111	1	< 0.1%
267.04	1	< 0.1%
266.77	1	< 0.1%
266.33	1	< 0.1%
266.05	1	< 0.1%

G.S...O.p.e.n
Real number (ℝ)

Distinct	2713
Distinct (%)	84.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	168.02943

Minimum	54
Maximum	274.34
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.2 KiB

Quantile statistics

Minimum	54
5-th percentile	95.525
Q1	145.795
median	165.085
Q3	191.715
95-th percentile	242.2025
Maximum	274.34
Range	220.34
Interquartile range (IQR)	45.92

Descriptive statistics

Standard deviation	41.743581
Coefficient of variation (CV)	0.24843017
Kurtosis	-0.18167587
Mean	168.02943
Median Absolute Deviation (MAD)	23.215
Skewness	0.065929342
Sum	540382.66
Variance	1742.5265
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
167	8	0.2%
170	6	0.2%
200	6	0.2%
157	6	0.2%
167.5	5	0.2%
162.5	5	0.2%
178.5	4	0.1%
152.37	4	0.1%
150	4	0.1%
148.7	4	0.1%
Other values (2703)	3164	98.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
54	1	< 0.1%
54.54	1	< 0.1%
56.13	1	< 0.1%
61.33	1	< 0.1%
62.73	1	< 0.1%
63.07	1	< 0.1%
63.39	1	< 0.1%
63.65	1	< 0.1%
64.79	1	< 0.1%
65.7	1	< 0.1%

Value	Count	Frequency (%)
274.34	1	< 0.1%
271	2	0.1%
270.4	1	< 0.1%
270.39	1	< 0.1%
270	1	< 0.1%
269.14	1	< 0.1%
269.04	1	< 0.1%
268.7	1	< 0.1%
268.55	1	< 0.1%
267.62	1	< 0.1%

G.S...V.o.l.u.m.e
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	3101
Distinct (%)	96.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6810725.5

Minimum	0
Maximum	1.1459063 × 10⁸
Zeros	114
Zeros (%)	3.5%
Negative	0
Negative (%)	0.0%
Memory size	50.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1615543
Q1	2890761.8
median	4460906.5
Q3	7848425
95-th percentile	20684742
Maximum	1.1459063 × 10⁸
Range	1.1459063 × 10⁸
Interquartile range (IQR)	4957663.2

Descriptive statistics

Standard deviation	7581703.6
Coefficient of variation (CV)	1.1132006
Kurtosis	42.516394
Mean	6810725.5
Median Absolute Deviation (MAD)	1958892.5
Skewness	4.7897453
Sum	2.1903293 × 10¹⁰
Variance	5.7482229 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	114	3.5%
3059104	2	0.1%
3898844	2	0.1%
4806565	1	< 0.1%
4009981	1	< 0.1%
2762052	1	< 0.1%
3207398	1	< 0.1%
1941251	1	< 0.1%
3534103	1	< 0.1%
3950521	1	< 0.1%
Other values (3091)	3091	96.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	114	3.5%
697700	1	< 0.1%
781289	1	< 0.1%
1016251	1	< 0.1%
1092728	1	< 0.1%
1107633	1	< 0.1%
1136152	1	< 0.1%
1195167	1	< 0.1%
1214453	1	< 0.1%
1229873	1	< 0.1%

Value	Count	Frequency (%)
114590630	1	< 0.1%
112060390	1	< 0.1%
102044993	1	< 0.1%
79105731	1	< 0.1%
73187804	1	< 0.1%
71348025	1	< 0.1%
55419785	1	< 0.1%
54299112	1	< 0.1%
51738223	1	< 0.1%
50081173	1	< 0.1%

J.P.M...C.l.o.s.e
Real number (ℝ)

Distinct	2262
Distinct (%)	70.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	53.065541

Minimum	15.9
Maximum	118.77
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.2 KiB

Quantile statistics

Minimum	15.9
5-th percentile	32.59
Q1	40.7575
median	47
Q3	60.2425
95-th percentile	93.7375
Maximum	118.77
Range	102.87
Interquartile range (IQR)	19.485

Descriptive statistics

Standard deviation	18.911815
Coefficient of variation (CV)	0.35638598
Kurtosis	1.7559611
Mean	53.065541
Median Absolute Deviation (MAD)	8.935
Skewness	1.4015504
Sum	170658.78
Variance	357.65674
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40.86	6	0.2%
40.73	6	0.2%
43.65	5	0.2%
44.94	5	0.2%
41.89	5	0.2%
57.04	5	0.2%
42.42	5	0.2%
41.67	5	0.2%
47.75	5	0.2%
63.6	5	0.2%
Other values (2252)	3164	98.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
15.9	1	< 0.1%
15.93	1	< 0.1%
16.6	1	< 0.1%
18.09	1	< 0.1%
19.3	1	< 0.1%
19.5	1	< 0.1%
19.51	1	< 0.1%
19.9	1	< 0.1%
20.4	1	< 0.1%
20.6	1	< 0.1%

Value	Count	Frequency (%)
118.77	1	< 0.1%
118.04	1	< 0.1%
117.66	1	< 0.1%
117.36	1	< 0.1%
117.31	1	< 0.1%
116.87	1	< 0.1%
116.32	1	< 0.1%
116.25	1	< 0.1%
116.2	1	< 0.1%
115.7	1	< 0.1%

J.P.M...H.i.g.h
Real number (ℝ)

Distinct	2329
Distinct (%)	72.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	53.62231

Minimum	17.29
Maximum	119.33
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.2 KiB

Quantile statistics

Minimum	17.29
5-th percentile	33.3775
Q1	41.35375
median	47.46
Q3	60.775
95-th percentile	94.37
Maximum	119.33
Range	102.04
Interquartile range (IQR)	19.42125

Descriptive statistics

Standard deviation	18.922994
Coefficient of variation (CV)	0.35289405
Kurtosis	1.8494437
Mean	53.62231
Median Absolute Deviation (MAD)	8.89
Skewness	1.4356787
Sum	172449.35
Variance	358.07969
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
41.5	9	0.3%
41.24	7	0.2%
44.02	7	0.2%
41.79	6	0.2%
42.2	6	0.2%
40.75	6	0.2%
45.11	6	0.2%
42	6	0.2%
44.97	6	0.2%
42.99	6	0.2%
Other values (2319)	3151	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17.29	1	< 0.1%
17.67	1	< 0.1%
19	1	< 0.1%
19.5	1	< 0.1%
20.91	1	< 0.1%
21	1	< 0.1%
21.1	1	< 0.1%
21.27	1	< 0.1%
21.56	1	< 0.1%
21.74	1	< 0.1%

Value	Count	Frequency (%)
119.33	1	< 0.1%
118.9	1	< 0.1%
118.75	1	< 0.1%
118.49	1	< 0.1%
118.47	1	< 0.1%
118.08	1	< 0.1%
117.45	1	< 0.1%
117.39	1	< 0.1%
117.3529	1	< 0.1%
116.985	1	< 0.1%

J.P.M...L.o.w
Real number (ℝ)

Distinct	2355
Distinct (%)	73.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	52.477074

Minimum	14.96
Maximum	117.35
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.2 KiB

Quantile statistics

Minimum	14.96
5-th percentile	32.005
Q1	40.2275
median	46.54
Q3	59.875
95-th percentile	93.36825
Maximum	117.35
Range	102.39
Interquartile range (IQR)	19.6475

Descriptive statistics

Standard deviation	18.913145
Coefficient of variation (CV)	0.36040776
Kurtosis	1.6846356
Mean	52.477074
Median Absolute Deviation (MAD)	9.06
Skewness	1.3731395
Sum	168766.27
Variance	357.70704
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37.5	7	0.2%
46.05	6	0.2%
42.01	6	0.2%
40	6	0.2%
42.47	5	0.2%
60	5	0.2%
40.75	5	0.2%
41.16	5	0.2%
45.12	5	0.2%
37	5	0.2%
Other values (2345)	3161	98.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14.96	1	< 0.1%
15.02	1	< 0.1%
16.04	1	< 0.1%
17.13	1	< 0.1%
17.7	1	< 0.1%
18.75	1	< 0.1%
18.8	1	< 0.1%
18.88	1	< 0.1%
18.96	1	< 0.1%
19.12	1	< 0.1%

Value	Count	Frequency (%)
117.35	1	< 0.1%
117.32	1	< 0.1%
117.25	1	< 0.1%
116.02	1	< 0.1%
115.83	1	< 0.1%
115.67	1	< 0.1%
115.48	1	< 0.1%
115.34	2	0.1%
115.31	1	< 0.1%
115.16	1	< 0.1%

J.P.M...O.p.e.n
Real number (ℝ)

Distinct	2286
Distinct (%)	71.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	53.054911

Minimum	15.37
Maximum	118.91
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.2 KiB

Quantile statistics

Minimum	15.37
5-th percentile	32.69
Q1	40.81
median	47.02
Q3	60.3625
95-th percentile	93.875
Maximum	118.91
Range	103.54
Interquartile range (IQR)	19.5525

Descriptive statistics

Standard deviation	18.915937
Coefficient of variation (CV)	0.35653508
Kurtosis	1.7716568
Mean	53.054911
Median Absolute Deviation (MAD)	8.96
Skewness	1.40566
Sum	170624.59
Variance	357.81267
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
41.5	8	0.2%
45	8	0.2%
41.16	6	0.2%
41.27	6	0.2%
45.24	6	0.2%
40.81	6	0.2%
42.4	6	0.2%
59.46	5	0.2%
45.7	5	0.2%
43.1	5	0.2%
Other values (2276)	3155	98.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
15.37	1	< 0.1%
17.19	1	< 0.1%
17.35	1	< 0.1%
18.5	1	< 0.1%
19.29	1	< 0.1%
19.71	1	< 0.1%
20.13	1	< 0.1%
20.15	1	< 0.1%
20.35	1	< 0.1%
20.83	1	< 0.1%

Value	Count	Frequency (%)
118.91	1	< 0.1%
118.2	1	< 0.1%
118.14	1	< 0.1%
118	1	< 0.1%
117.82	1	< 0.1%
116.56	1	< 0.1%
116.55	1	< 0.1%
116.49	1	< 0.1%
116.04	1	< 0.1%
116.02	1	< 0.1%

J.P.M...V.o.l.u.m.e
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	3102
Distinct (%)	96.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26834495

Minimum	0
Maximum	2.1729416 × 10⁸
Zeros	114
Zeros (%)	3.5%
Negative	0
Negative (%)	0.0%
Memory size	50.2 KiB

Quantile statistics

Minimum	0
5-th percentile	7053994.8
Q1	12821548
median	19589088
Q3	33748765
95-th percentile	69996020
Maximum	2.1729416 × 10⁸
Range	2.1729416 × 10⁸
Interquartile range (IQR)	20927217

Descriptive statistics

Standard deviation	22795001
Coefficient of variation (CV)	0.84946638
Kurtosis	9.631173
Mean	26834495
Median Absolute Deviation (MAD)	8534940.5
Skewness	2.5571839
Sum	8.6299736 × 10¹⁰
Variance	5.1961209 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	114	3.5%
6591800	2	0.1%
14727327	1	< 0.1%
15216691	1	< 0.1%
12554754	1	< 0.1%
21450652	1	< 0.1%
33736470	1	< 0.1%
35151970	1	< 0.1%
25810459	1	< 0.1%
24053467	1	< 0.1%
Other values (3092)	3092	96.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	114	3.5%
2927000	1	< 0.1%
3680043	1	< 0.1%
3836500	1	< 0.1%
4052853	1	< 0.1%
4402700	1	< 0.1%
4468242	1	< 0.1%
4532643	1	< 0.1%
5160700	1	< 0.1%
5297000	1	< 0.1%

Value	Count	Frequency (%)
217294160	1	< 0.1%
191665424	1	< 0.1%
182812563	1	< 0.1%
159361285	1	< 0.1%
157639703	1	< 0.1%
156751466	1	< 0.1%
155350076	1	< 0.1%
154755848	1	< 0.1%
152970691	1	< 0.1%
151465987	1	< 0.1%

M.S...C.l.o.s.e
Real number (ℝ)

Distinct	2292
Distinct (%)	71.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.357488

Minimum	9.2
Maximum	74.1294
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.2 KiB

Quantile statistics

Minimum	9.2
5-th percentile	15.2725
Q1	25.1675
median	31.5
Q3	45.5375
95-th percentile	65.547
Maximum	74.1294
Range	64.9294
Interquartile range (IQR)	20.37

Descriptive statistics

Standard deviation	14.709576
Coefficient of variation (CV)	0.41602436
Kurtosis	-0.29903778
Mean	35.357488
Median Absolute Deviation (MAD)	8.74
Skewness	0.69080882
Sum	113709.68
Variance	216.37163
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29.69	7	0.2%
25.15	6	0.2%
14.5	6	0.2%
16.61	6	0.2%
31.41	6	0.2%
27.65	6	0.2%
29.6	6	0.2%
26.99	5	0.2%
16.52	5	0.2%
27.21	5	0.2%
Other values (2282)	3158	98.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.2	1	< 0.1%
9.68	1	< 0.1%
10.05	1	< 0.1%
10.25	1	< 0.1%
11.22	1	< 0.1%
11.35	1	< 0.1%
11.94	1	< 0.1%
12.03	2	0.1%
12.04	1	< 0.1%
12.36	1	< 0.1%

Value	Count	Frequency (%)
74.1294	1	< 0.1%
74.0215	1	< 0.1%
73.4985	1	< 0.1%
73.4653	1	< 0.1%
73.4487	1	< 0.1%
73.26	1	< 0.1%
73.22	2	0.1%
73.09	1	< 0.1%
72.94	1	< 0.1%
72.8842	1	< 0.1%

M.S...H.i.g.h
Real number (ℝ)

Distinct	2420
Distinct (%)	75.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.859372

Minimum	10.21
Maximum	75.4991
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.2 KiB

Quantile statistics

Minimum	10.21
5-th percentile	15.81
Q1	25.68
median	31.92
Q3	46.1625
95-th percentile	66.4093
Maximum	75.4991
Range	65.2891
Interquartile range (IQR)	20.4825

Descriptive statistics

Standard deviation	14.815545
Coefficient of variation (CV)	0.41315685
Kurtosis	-0.3004809
Mean	35.859372
Median Absolute Deviation (MAD)	8.78
Skewness	0.6995669
Sum	115323.74
Variance	219.50038
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17.04	6	0.2%
26.49	6	0.2%
26.65	6	0.2%
28.05	5	0.2%
25.42	5	0.2%
26.5	5	0.2%
27.83	4	0.1%
30.45	4	0.1%
33.6	4	0.1%
29.18	4	0.1%
Other values (2410)	3167	98.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10.21	1	< 0.1%
11.13	1	< 0.1%
11.3	1	< 0.1%
11.88	1	< 0.1%
12.33	1	< 0.1%
12.35	1	< 0.1%
12.42	1	< 0.1%
12.7	1	< 0.1%
12.8	1	< 0.1%
12.95	1	< 0.1%

Value	Count	Frequency (%)
75.4991	1	< 0.1%
75.1505	1	< 0.1%
74.9927	1	< 0.1%
74.9844	1	< 0.1%
74.146	1	< 0.1%
74.063	1	< 0.1%
73.9634	1	< 0.1%
73.7974	1	< 0.1%
73.64	1	< 0.1%
73.6	1	< 0.1%

M.S...L.o.w
Real number (ℝ)

Distinct	2428
Distinct (%)	75.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.842803

Minimum	6.71
Maximum	73.3242
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.2 KiB

Quantile statistics

Minimum	6.71
5-th percentile	14.9075
Q1	24.7975
median	31.19
Q3	44.95
95-th percentile	64.8125
Maximum	73.3242
Range	66.6142
Interquartile range (IQR)	20.1525

Descriptive statistics

Standard deviation	14.594841
Coefficient of variation (CV)	0.41887678
Kurtosis	-0.30661706
Mean	34.842803
Median Absolute Deviation (MAD)	8.815
Skewness	0.67639963
Sum	112054.46
Variance	213.00939
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33.4	6	0.2%
13.3	6	0.2%
22.67	5	0.2%
24.42	5	0.2%
26	5	0.2%
27.12	5	0.2%
25.2	5	0.2%
29.28	5	0.2%
26.5	5	0.2%
17.7	4	0.1%
Other values (2418)	3165	98.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.71	1	< 0.1%
8.8	1	< 0.1%
9	1	< 0.1%
9.93	1	< 0.1%
10.15	1	< 0.1%
10.61	1	< 0.1%
10.77	1	< 0.1%
10.85	1	< 0.1%
11.01	2	0.1%
11.17	1	< 0.1%

Value	Count	Frequency (%)
73.3242	1	< 0.1%
73.2661	1	< 0.1%
73.1831	1	< 0.1%
72.4526	1	< 0.1%
72.37	1	< 0.1%
72.3447	1	< 0.1%
72.3198	1	< 0.1%
72.22	1	< 0.1%
72.1703	1	< 0.1%
72.17	1	< 0.1%

M.S...O.p.e.n
Real number (ℝ)

Distinct	2294
Distinct (%)	71.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.365944

Minimum	9.19
Maximum	75.3497
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.2 KiB

Quantile statistics

Minimum	9.19
5-th percentile	15.3675
Q1	25.15
median	31.54
Q3	45.5275
95-th percentile	65.560175
Maximum	75.3497
Range	66.1597
Interquartile range (IQR)	20.3775

Descriptive statistics

Standard deviation	14.709446
Coefficient of variation (CV)	0.4159212
Kurtosis	-0.29802289
Mean	35.365944
Median Absolute Deviation (MAD)	8.79505
Skewness	0.69214031
Sum	113736.87
Variance	216.36779
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
27.8	6	0.2%
29.92	6	0.2%
30.76	6	0.2%
23.03	5	0.2%
32.13	5	0.2%
25.78	5	0.2%
27.1	5	0.2%
27.15	5	0.2%
30.7	5	0.2%
29.99	5	0.2%
Other values (2284)	3163	98.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.19	1	< 0.1%
9.7	1	< 0.1%
9.99	1	< 0.1%
10.61	1	< 0.1%
11.28	1	< 0.1%
11.47	1	< 0.1%
11.51	1	< 0.1%
11.64	1	< 0.1%
11.78	1	< 0.1%
11.9	1	< 0.1%

Value	Count	Frequency (%)
75.3497	1	< 0.1%
74.5694	1	< 0.1%
74.2539	1	< 0.1%
73.7393	1	< 0.1%
73.6313	1	< 0.1%
73.5815	1	< 0.1%
73.55	1	< 0.1%
73.5	1	< 0.1%
73.09	1	< 0.1%
73.02	1	< 0.1%

M.S...V.o.l.u.m.e
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	3103
Distinct (%)	96.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15993791

Minimum	0
Maximum	3.2978604 × 10⁸
Zeros	114
Zeros (%)	3.5%
Negative	0
Negative (%)	0.0%
Memory size	50.2 KiB

Quantile statistics

Minimum	0
5-th percentile	3485052.2
Q1	8110089.2
median	12577824
Q3	19447612
95-th percentile	40899290
Maximum	3.2978604 × 10⁸
Range	3.2978604 × 10⁸
Interquartile range (IQR)	11337523

Descriptive statistics

Standard deviation	15487275
Coefficient of variation (CV)	0.96833045
Kurtosis	118.12771
Mean	15993791
Median Absolute Deviation (MAD)	5256065
Skewness	7.5677973
Sum	5.1436031 × 10¹⁰
Variance	2.3985568 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	114	3.5%
17399801	1	< 0.1%
10855891	1	< 0.1%
6891091	1	< 0.1%
6614854	1	< 0.1%
9470327	1	< 0.1%
20199764	1	< 0.1%
23503898	1	< 0.1%
10400085	1	< 0.1%
12610322	1	< 0.1%
Other values (3093)	3093	96.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	114	3.5%
1349810	1	< 0.1%
2220169	1	< 0.1%
2265946	1	< 0.1%
2338225	1	< 0.1%
2495105	1	< 0.1%
2502298	1	< 0.1%
2578071	1	< 0.1%
2652798	1	< 0.1%
2678057	1	< 0.1%

Value	Count	Frequency (%)
329786042	1	< 0.1%
321561315	1	< 0.1%
207088145	1	< 0.1%
199815501	1	< 0.1%
150062750	1	< 0.1%
138553805	1	< 0.1%
125747327	1	< 0.1%
121010335	1	< 0.1%
118926434	1	< 0.1%
103985344	1	< 0.1%

W.F.C...C.l.o.s.e
Real number (ℝ)

Distinct	2021
Distinct (%)	62.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.832566

Minimum	8.12
Maximum	65.93
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.2 KiB

Quantile statistics

Minimum	8.12
5-th percentile	24.3875
Q1	29.875
median	35.2
Q3	50.4025
95-th percentile	56.3425
Maximum	65.93
Range	57.81
Interquartile range (IQR)	20.5275

Descriptive statistics

Standard deviation	11.419398
Coefficient of variation (CV)	0.29406756
Kurtosis	-1.0547387
Mean	38.832566
Median Absolute Deviation (MAD)	8.115
Skewness	0.25722509
Sum	124885.53
Variance	130.40265
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35.51	7	0.2%
55.78	6	0.2%
31.2	6	0.2%
33.96	6	0.2%
51.35	6	0.2%
31.4	6	0.2%
27.83	6	0.2%
28.07	5	0.2%
35.89	5	0.2%
52.56	5	0.2%
Other values (2011)	3158	98.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.12	1	< 0.1%
8.61	1	< 0.1%
9.66	1	< 0.1%
9.97	1	< 0.1%
10.67	1	< 0.1%
10.84	1	< 0.1%
10.91	1	< 0.1%
11.03	1	< 0.1%
11.81	1	< 0.1%
11.88	1	< 0.1%

Value	Count	Frequency (%)
65.93	1	< 0.1%
65.82	1	< 0.1%
65.78	1	< 0.1%
65.65	1	< 0.1%
65.51	1	< 0.1%
65.48	1	< 0.1%
65.28	1	< 0.1%
64.73	1	< 0.1%
64.49	1	< 0.1%
64.22	1	< 0.1%

W.F.C...H.i.g.h
Real number (ℝ)

Distinct	2115
Distinct (%)	65.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.242344

Minimum	8.94
Maximum	66.31
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.2 KiB

Quantile statistics

Minimum	8.94
5-th percentile	24.92485
Q1	30.42
median	35.54
Q3	50.7
95-th percentile	56.89875
Maximum	66.31
Range	57.37
Interquartile range (IQR)	20.28

Descriptive statistics

Standard deviation	11.360375
Coefficient of variation (CV)	0.28949277
Kurtosis	-1.0684743
Mean	39.242344
Median Absolute Deviation (MAD)	8.055
Skewness	0.27897013
Sum	126203.38
Variance	129.05812
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35	9	0.3%
34.25	8	0.2%
32.5	7	0.2%
36	6	0.2%
30.57	6	0.2%
36.23	6	0.2%
30.97	6	0.2%
54.36	5	0.2%
32.71	5	0.2%
35.98	5	0.2%
Other values (2105)	3153	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.94	1	< 0.1%
9.49	1	< 0.1%
10.7	1	< 0.1%
11.32	1	< 0.1%
11.4	1	< 0.1%
11.43	1	< 0.1%
11.77	1	< 0.1%
11.95	1	< 0.1%
12.73	1	< 0.1%
12.95	1	< 0.1%

Value	Count	Frequency (%)
66.31	1	< 0.1%
66.1	1	< 0.1%
66.09	1	< 0.1%
66.04	1	< 0.1%
65.93	1	< 0.1%
65.85	1	< 0.1%
65.63	1	< 0.1%
65.5254	1	< 0.1%
64.85	1	< 0.1%
64.75	1	< 0.1%

W.F.C...L.o.w
Real number (ℝ)

Distinct	2138
Distinct (%)	66.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.41059

Minimum	7.8
Maximum	65.66
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.2 KiB

Quantile statistics

Minimum	7.8
5-th percentile	23.87
Q1	29.2175
median	34.97
Q3	50.000775
95-th percentile	55.9525
Maximum	65.66
Range	57.86
Interquartile range (IQR)	20.783275

Descriptive statistics

Standard deviation	11.487946
Coefficient of variation (CV)	0.29908278
Kurtosis	-1.0448608
Mean	38.41059
Median Absolute Deviation (MAD)	8.355
Skewness	0.23794902
Sum	123528.46
Variance	131.9729
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
27.3	7	0.2%
34.1	6	0.2%
33	6	0.2%
35.01	6	0.2%
29	5	0.2%
50.49	5	0.2%
34.2	5	0.2%
29.83	5	0.2%
28.3	5	0.2%
33.73	5	0.2%
Other values (2128)	3161	98.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7.8	1	< 0.1%
8.01	1	< 0.1%
8.5	1	< 0.1%
8.81	1	< 0.1%
8.94	1	< 0.1%
10.27	1	< 0.1%
10.44	1	< 0.1%
10.56	1	< 0.1%
10.7	1	< 0.1%
11.15	1	< 0.1%

Value	Count	Frequency (%)
65.66	1	< 0.1%
65.4	1	< 0.1%
65.28	1	< 0.1%
65.25	1	< 0.1%
65.16	1	< 0.1%
65.06	1	< 0.1%
64.8	1	< 0.1%
64.2249	1	< 0.1%
63.97	1	< 0.1%
63.86	1	< 0.1%

W.F.C...O.p.e.n
Real number (ℝ)

Distinct	2018
Distinct (%)	62.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.831614

Minimum	8.65
Maximum	65.89
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	50.2 KiB

Quantile statistics

Minimum	8.65
5-th percentile	24.34
Q1	29.9475
median	35.24
Q3	50.365
95-th percentile	56.37
Maximum	65.89
Range	57.24
Interquartile range (IQR)	20.4175

Descriptive statistics

Standard deviation	11.415372
Coefficient of variation (CV)	0.2939711
Kurtosis	-1.0605591
Mean	38.831614
Median Absolute Deviation (MAD)	8.17
Skewness	0.26058536
Sum	124882.47
Variance	130.31072
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
34.1	7	0.2%
26.37	7	0.2%
36.45	7	0.2%
27.95	6	0.2%
28.5	6	0.2%
28.01	6	0.2%
27.71	6	0.2%
35.34	6	0.2%
34.5	6	0.2%
35.45	5	0.2%
Other values (2008)	3154	98.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.65	1	< 0.1%
8.73	1	< 0.1%
8.89	1	< 0.1%
10.98	1	< 0.1%
11.07	1	< 0.1%
11.18	1	< 0.1%
11.32	1	< 0.1%
11.39	1	< 0.1%
11.48	1	< 0.1%
11.54	1	< 0.1%

Value	Count	Frequency (%)
65.89	1	< 0.1%
65.78	1	< 0.1%
65.7	1	< 0.1%
65.43	1	< 0.1%
65.37	1	< 0.1%
65.33	1	< 0.1%
65.27	1	< 0.1%
64.95	1	< 0.1%
64.31	1	< 0.1%
64.15	1	< 0.1%

W.F.C...V.o.l.u.m.e
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	3102
Distinct (%)	96.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29488098

Minimum	0
Maximum	4.7858297 × 10⁸
Zeros	114
Zeros (%)	3.5%
Negative	0
Negative (%)	0.0%
Memory size	50.2 KiB

Quantile statistics

Minimum	0
5-th percentile	5551750
Q1	13501881
median	20369940
Q3	33815445
95-th percentile	78129304
Maximum	4.7858297 × 10⁸
Range	4.7858297 × 10⁸
Interquartile range (IQR)	20313564

Descriptive statistics

Standard deviation	32571907
Coefficient of variation (CV)	1.1045781
Kurtosis	32.592467
Mean	29488098
Median Absolute Deviation (MAD)	8809971
Skewness	4.5647282
Sum	9.4833722 × 10¹⁰
Variance	1.0609291 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	114	3.5%
10594000	2	0.1%
17901782	1	< 0.1%
11085701	1	< 0.1%
9757390	1	< 0.1%
28292983	1	< 0.1%
25208403	1	< 0.1%
31046062	1	< 0.1%
19677616	1	< 0.1%
14659355	1	< 0.1%
Other values (3092)	3092	96.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	114	3.5%
2376000	1	< 0.1%
2963400	1	< 0.1%
3524100	1	< 0.1%
3654002	1	< 0.1%
3660300	1	< 0.1%
3759600	1	< 0.1%
3915100	1	< 0.1%
3954900	1	< 0.1%
4090600	1	< 0.1%

Value	Count	Frequency (%)
478582974	1	< 0.1%
373671890	1	< 0.1%
371674788	1	< 0.1%
292096384	1	< 0.1%
291645183	1	< 0.1%
273375808	1	< 0.1%
255688610	1	< 0.1%
255315231	1	< 0.1%
254575794	1	< 0.1%
248081718	1	< 0.1%

Auto

The auto setting is an interpretable pairwise column metric of the following mapping:

Variable_type-Variable_type : Method, Range
Categorical-Categorical : Cramer's V, [0,1]
Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
Numerical-Numerical : Spearman's ρ, [-1,1]

The number of bins used in the discretization for the Numerical-Categorical column pair can be changed using config.correlations["auto"].n_bins. The number of bins affects the granularity of the association you wish to measure.

This configuration uses the recommended metric for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	B.A.C...C.l.o.s.e	B.A.C...H.i.g.h	B.A.C...L.o.w	B.A.C...O.p.e.n	B.A.C...V.o.l.u.m.e	C...C.l.o.s.e	C...H.i.g.h	C...L.o.w	C...O.p.e.n	C...V.o.l.u.m.e	G.S...C.l.o.s.e	G.S...H.i.g.h	G.S...L.o.w	G.S...O.p.e.n	G.S...V.o.l.u.m.e	J.P.M...C.l.o.s.e	J.P.M...H.i.g.h	J.P.M...L.o.w	J.P.M...O.p.e.n	J.P.M...V.o.l.u.m.e	M.S...C.l.o.s.e	M.S...H.i.g.h	M.S...L.o.w	M.S...O.p.e.n	M.S...V.o.l.u.m.e	W.F.C...C.l.o.s.e	W.F.C...H.i.g.h	W.F.C...L.o.w	W.F.C...O.p.e.n	W.F.C...V.o.l.u.m.e
Date
2006-01-02	46.15	46.36	45.91	46.02	0.0	485.3	487.1	482.2	483.5	0.0	127.71	128.07	126.70	127.15	0.0	39.69	39.79	39.48	39.71	0.0	47.1008	47.3333	46.7107	47.2751	0.0	31.415	31.535	31.215	31.415	0.0
2006-01-03	47.08	47.18	46.15	46.92	16197900.0	492.9	493.8	481.1	490.0	1536700.0	128.87	129.44	124.23	126.70	6168700.0	40.19	40.36	39.30	39.83	12838000.0	48.4041	48.5535	47.1008	47.4578	6354408.0	31.900	31.975	31.195	31.600	11015000.0
2006-01-04	46.58	47.24	46.45	47.00	17427400.0	483.8	491.0	483.5	488.6	1852790.0	127.09	128.91	126.38	127.35	4834700.0	39.62	40.14	39.42	39.78	11836800.0	48.4373	49.2093	48.4373	48.7278	9292188.0	31.530	31.820	31.365	31.800	10594000.0
2006-01-05	46.64	46.83	46.32	46.58	14668900.0	486.2	487.8	484.0	484.4	1015470.0	127.04	127.32	125.61	126.00	3688100.0	39.74	39.81	39.50	39.61	7658700.0	48.5701	48.6365	48.1634	48.6033	6534262.0	31.495	31.555	31.310	31.500	9927600.0
2006-01-06	46.57	46.91	46.35	46.80	11965700.0	486.2	489.0	482.0	488.8	1358930.0	128.84	129.25	127.29	127.29	4249100.0	40.02	40.24	39.55	39.92	7812700.0	48.6199	48.8524	48.1883	48.7860	8146445.0	31.680	31.775	31.385	31.580	8324000.0
2006-01-09	46.60	46.97	46.36	46.72	15536300.0	483.9	487.4	483.0	486.0	1625400.0	130.39	130.62	128.00	128.50	4693200.0	40.67	40.72	39.88	39.88	16277300.0	49.1346	49.2176	48.6648	48.6697	4985805.0	31.675	31.825	31.555	31.675	5589600.0
2006-01-10	46.21	46.51	45.88	46.40	15507500.0	485.4	485.5	480.8	483.0	1335690.0	132.03	132.95	130.02	130.05	5577100.0	40.73	40.75	40.07	40.50	16420300.0	49.1595	49.1595	48.6282	48.8524	5215652.0	31.650	31.685	31.445	31.550	6727200.0
2006-01-11	46.10	46.25	45.75	46.06	14562000.0	489.8	495.8	485.8	495.8	1684440.0	131.97	133.80	131.42	131.45	4600500.0	40.70	40.87	40.61	40.73	12170500.0	49.4500	49.7074	48.8441	49.1014	6635694.0	31.815	31.895	31.575	31.650	7954000.0
2006-01-12	45.80	46.23	45.71	46.22	10394900.0	490.3	491.0	488.8	491.0	1225090.0	132.25	133.21	131.38	131.40	3705000.0	39.95	40.42	39.90	40.25	12200600.0	49.3670	49.6244	49.2010	49.4999	4597908.0	31.445	31.790	31.430	31.705	10594000.0
2006-01-13	45.80	46.00	45.68	45.83	10742100.0	489.2	491.9	487.3	491.0	907880.0	133.26	133.66	131.90	132.02	2890500.0	39.92	40.03	39.65	39.78	10807800.0	49.2923	49.5331	49.0267	49.4500	4122312.0	31.625	31.795	31.510	31.550	6314200.0

	B.A.C...C.l.o.s.e	B.A.C...H.i.g.h	B.A.C...L.o.w	B.A.C...O.p.e.n	B.A.C...V.o.l.u.m.e	C...C.l.o.s.e	C...H.i.g.h	C...L.o.w	C...O.p.e.n	C...V.o.l.u.m.e	G.S...C.l.o.s.e	G.S...H.i.g.h	G.S...L.o.w	G.S...O.p.e.n	G.S...V.o.l.u.m.e	J.P.M...C.l.o.s.e	J.P.M...H.i.g.h	J.P.M...L.o.w	J.P.M...O.p.e.n	J.P.M...V.o.l.u.m.e	M.S...C.l.o.s.e	M.S...H.i.g.h	M.S...L.o.w	M.S...O.p.e.n	M.S...V.o.l.u.m.e	W.F.C...C.l.o.s.e	W.F.C...H.i.g.h	W.F.C...L.o.w	W.F.C...O.p.e.n	W.F.C...V.o.l.u.m.e
Date
2018-04-17	30.04	30.37	29.88	30.17	83475898.0	69.74	70.9250	69.4700	70.65	18233370.0	253.63	262.2500	252.34	261.60	10134395.0	110.21	111.9200	109.99	111.37	15501350.0	53.24	54.100	52.7700	54.01	14505328.0	50.57	51.160	50.490	50.95	25507078.0
2018-04-18	29.53	30.22	29.50	30.03	79743217.0	68.98	70.3600	68.8500	69.81	15382852.0	254.00	257.0200	252.25	254.90	4524761.0	109.32	111.0700	108.89	110.53	16081436.0	53.26	55.000	52.9300	53.91	17524005.0	50.39	50.970	50.260	50.78	21055691.0
2018-04-19	30.18	30.24	29.54	29.55	80902612.0	70.28	70.6100	69.1000	69.10	15531636.0	254.17	256.1600	252.83	254.00	3990014.0	111.72	111.8700	109.50	109.53	17910955.0	54.70	54.830	53.3400	53.36	13873694.0	51.54	51.610	50.490	50.51	23678427.0
2018-04-20	30.26	30.53	30.13	30.26	65554553.0	70.00	70.8413	69.7500	70.40	17629879.0	251.96	255.6800	251.48	254.10	2930638.0	111.47	112.7400	110.88	112.30	15584384.0	54.46	55.330	54.0992	54.89	10183582.0	52.56	52.820	51.820	51.93	31149270.0
2018-04-23	30.32	30.40	30.12	30.27	50686347.0	69.48	70.2700	69.4000	70.00	11596358.0	246.67	252.7500	246.19	251.66	3775874.0	110.93	111.9500	110.63	111.57	11285831.0	53.64	54.590	53.3301	54.55	8523564.0	52.61	52.840	52.175	52.55	17723926.0
2018-04-24	30.19	30.86	30.00	30.46	81486781.0	69.12	70.6200	68.4001	69.76	16233650.0	242.49	249.1500	240.04	248.82	4705066.0	110.41	112.9000	109.59	111.75	16453112.0	53.07	54.615	52.4350	53.96	10742663.0	52.51	53.745	52.180	52.95	23052062.0
2018-04-25	30.14	30.34	29.80	30.09	65893478.0	69.36	69.7650	68.0500	68.77	16059671.0	239.23	242.4617	237.51	242.19	5041420.0	109.99	110.5300	108.60	110.27	13548246.0	52.04	52.870	51.8200	52.85	12622985.0	53.11	53.490	51.925	52.44	20978459.0
2018-04-26	30.07	30.28	29.99	30.04	45936713.0	69.18	69.5900	68.9000	69.11	13829682.0	240.09	241.6600	238.01	239.27	2891094.0	110.10	110.8200	109.34	109.97	10299488.0	52.20	52.600	51.6700	52.01	14668929.0	52.44	53.110	52.255	52.99	17025831.0
2018-04-27	30.15	30.21	29.97	29.99	47411234.0	68.99	69.4377	68.7400	69.00	10420057.0	239.80	241.9289	239.02	240.00	2136781.0	109.40	110.1599	109.13	109.55	9383967.0	51.86	52.510	51.7800	51.84	7784472.0	52.36	52.940	52.205	52.28	12304308.0
2018-04-30	29.92	30.43	29.92	30.27	55153947.0	68.27	69.5900	68.2500	69.20	12237893.0	238.33	243.0700	238.22	240.97	2790458.0	108.78	110.3000	108.75	109.75	13744860.0	51.62	52.500	51.5800	52.18	8209733.0	51.96	53.050	51.960	52.56	17050544.0

Most frequently occurring

	B.A.C...C.l.o.s.e	B.A.C...H.i.g.h	B.A.C...L.o.w	B.A.C...O.p.e.n	B.A.C...V.o.l.u.m.e	C...C.l.o.s.e	C...H.i.g.h	C...L.o.w	C...O.p.e.n	C...V.o.l.u.m.e	G.S...C.l.o.s.e	G.S...H.i.g.h	G.S...L.o.w	G.S...O.p.e.n	G.S...V.o.l.u.m.e	J.P.M...C.l.o.s.e	J.P.M...H.i.g.h	J.P.M...L.o.w	J.P.M...O.p.e.n	J.P.M...V.o.l.u.m.e	M.S...C.l.o.s.e	M.S...H.i.g.h	M.S...L.o.w	M.S...O.p.e.n	M.S...V.o.l.u.m.e	W.F.C...C.l.o.s.e	W.F.C...H.i.g.h	W.F.C...L.o.w	W.F.C...O.p.e.n	W.F.C...V.o.l.u.m.e	# duplicates
0	9.12	9.12	9.12	9.12	0.0	36.6	36.6	36.6	36.6	0.0	119.44	119.44	119.44	119.44	0.0	41.16	41.16	41.16	41.16	0.0	17.0400	17.0400	17.040	17.0400	0.0	33.97	33.97	33.97	33.97	0.0	2
1	53.39	53.78	53.25	53.65	0.0	557.0	560.9	555.5	558.5	0.0	199.35	202.40	199.32	200.93	0.0	48.30	48.91	48.27	48.75	0.0	67.5964	68.0696	67.447	67.5632	0.0	35.56	35.91	35.48	35.82	0.0	2

Overview

Variables

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

Duplicate rows

Most frequently occurring